The Data Mining and Knowledge Discovery Handbook 2005

• Oded Maimon, Lior Rokach: Introduction to Knowledge Discovery in Databases. 1-17 BibTeX

Part I: Preprocessing Methods

• Jonathan I. Maletic, Andrian Marcus: Data Cleansing - A Prelude to Knowledge Discovery. 21-36 BibTeX
• Jerzy W. Grzymala-Busse, Witold J. Grzymala-Busse: Handling Missing Attribute Values. 37-57 BibTeX
• Christopher J. C. Burges: Geometric Methods for Feature Extraction and Dimensional Reduction - A Guided Tour. 59-92 BibTeX
• Barak Chizi, Oded Maimon: Dimension Reduction and Feature Selection. 93-111 BibTeX
• Ying Yang, Geoffrey I. Webb, Xindong Wu: Discretization Methods. 113-130 BibTeX
• Irad E. Ben-Gal: Outlier Detection. 131-146 BibTeX

Part II: Supervised Methods

• Oded Maimon, Lior Rokach: Introduction to Supervised Methods. 149-164 BibTeX
• Lior Rokach, Oded Maimon: Decision Trees. 165-192 BibTeX
• Paola Sebastiani, Maria M. Abad, Marco Ramoni: Bayesian Networks. 193-230 BibTeX
• Richard A. Berk: Data Mining within a Regression Framework. 231-255 BibTeX
• Armin Shmilovici: Support Vector Machines. 257-276 BibTeX
• Jerzy W. Grzymala-Busse: Rule Induction. 277-294 BibTeX

Part III: Unsupervised Methods

• Alfred Inselberg: Visualization and Data Mining for High Dimensional Datasets. 297-319 BibTeX
• Lior Rokach, Oded Maimon: Clustering Methods. 321-352 BibTeX
• Frank Höppner: Association Rules. 353-376 BibTeX
• Bart Goethals: Frequent Set Mining. 377-397 BibTeX
• Jean-François Boulicaut, Baptiste Jeudy: Constraint-Based Data Mining. 399-416 BibTeX
• Steve Donoho: Link Analysis. 417-432 BibTeX

Part IV: Soft Computing Methods

• Alex Alves Freitas: Evolutionary Algorithms for Data Mining. 435-467 BibTeX
• Shahar Cohen, Oded Maimon: Reinforcement-Learning: An Overview from a Data Mining Perspective. 469-486 BibTeX
• Peter G. Zhang: Neural Networks. 487-516 BibTeX
• Joseph Komem, Moti Schneider: On the Use of Fuzzy Logic in Data Mining. 517-533 BibTeX
• Tsau Young Lin, Churn-Jung Liau: Granular Computing and Rough Sets. 535-561 BibTeX

Part V: Supporting Methods

• Yoav Benjamini, Moshe Leshno: Statistical Methods for Data Mining. 565-587 BibTeX
• Petr Hájek: Logics for Data Mining. 589-602 BibTeX
• Tao Li, Sheng Ma, Mitsunori Ogihara: Wavelet Methods in Data Mining. 603-626 BibTeX
• Daniel Barbará, Ping Chen: Fractal Mining - Self Similarity-based Clustering and its Applications. 627-647 BibTeX
• Sigal Sahar: Interestingness Measures - On Determining What Is Interesting. 649-660 BibTeX
• Maria Halkidi, Michalis Vazirgiannis: Quality Assessment Approaches in Data Mining. 661-696 BibTeX
• Paolo Giudici: Data Mining Model Comparison. 697-714 BibTeX
• Jean-François Boulicaut, Cyrille Masson: Data Mining Query Languages. 715-727 BibTeX

Part VI: Advanced Methods

• Ricardo Vilalta, Christophe G. Giraud-Carrier, Pavel Brazdil: Meta-Learning. 731-748 BibTeX
• Pierre Geurts: Bias vs. Variance Decomposition for Regression and Classification. 749-763 BibTeX
• Gary M. Weiss: Mining with Rare Cases. 765-776 BibTeX
• Haixun Wang, Philip S. Yu, Jiawei Han: Mining Data Streams. 777-792 BibTeX
• Wei Wang, Jiong Yang: Mining High-Dimensional Data. 793-799 BibTeX
• Moty Ben-Dov, Ronen Feldman: Text Mining and Information Extraction. 801-831 BibTeX
• Shashi Shekhar, Pusheng Zhang, Yan Huang: Spatial Data Mining. 833-851 BibTeX
• Nitesh V. Chawla: Data Mining for Imbalanced Datasets: An Overview. 853-867 BibTeX
• Saso Dzeroski: Relational Data Mining. 869-898 BibTeX
• Johannes Fürnkranz: Web Mining. 899-920 BibTeX
• Nora Oikonomakou, Michalis Vazirgiannis: A Review of Web Document Clustering Approaches. 921-943 BibTeX
• Hong Yao, Cory J. Butz, Howard J. Hamilton: Causal Discovery. 945-955 BibTeX
• Lior Rokach: Ensemble Methods for Classifiers. 957-980 BibTeX
• Oded Maimon, Lior Rokach: Decomposition Methodology for Knowledge Discovery and Data Mining. 981-1003 BibTeX
• Vicenç Torra: Information Fusion - Methods and Aggregation Operators. 1005-1016 BibTeX
• Antonio Congiusta, Domenico Talia, Paolo Trunfio: Parallel and Grid-Based Data Mining - Algorithms, Models and Systems for High-Performance KDD. 1017-1041 BibTeX
• Steve Moyle: Collaborative Data Mining. 1043-1056 BibTeX
• Hamid R. Nemati, Christopher D. Barko: Organizational Data Mining. 1057-1067 BibTeX
• Chotirat (Ann) Ratanamahatana, Jessica Lin, Dimitrios Gunopulos, Eamonn J. Keogh, Michail Vlachos, Gautam Das: Mining Time Series Data. 1069-1103 BibTeX

Part VII: Applications

• Nada Lavrac, Blaz Zupan: Data Mining in Medicine. 1107-1138 BibTeX
• Gautam B. Singh: Learning Information Patterns in Biological Databases. 1139-1158 BibTeX
• Bruno Agard, Andrew Kusiak: Data Mining for Selection of Manufacturing Processes. 1159-1166 BibTeX
• Yoram Reich: Data Mining of Design Products and Processes. 1167-1187 BibTeX
• Gary M. Weiss: Data Mining in Telecommunications. 1189-1201 BibTeX
• Boris Kovalerchuk, Evgenii Vityaev: Data Mining for Financial Applications. 1203-1224 BibTeX
• Anoop Singhal, Sushil Jajodia: Data Mining for Intrusion Detection. 1225-1237 BibTeX
• Mark Last: Data Mining for Software Testing. 1239-1248 BibTeX
• Kurt H. Thearling: Data Mining for CRM. 1249-1259 BibTeX
• Nissan Levin, Jacob Zahavi: Data Mining for Target Marketing. 1261-1301 BibTeX

Part VIII: Software

• Eibe Frank, Mark A. Hall, Geoffrey Holmes, Richard Kirkby, Bernhard Pfahringer: WEKA - A Machine Learning Workbench for Data Mining. 1305-1314 BibTeX
• Pablo Tamayo, Charles Berger, Marcos M. Campos, Joseph Yarmus, Boriana L. Milenova, Ari Mozes, Margaret Taft, Mark F. Hornick, Ramkumar Krishnan, Shiby Thomas, Mark Kelly, Denis Mukhin, Robert Haberstroh, Susie Stephens, Jacek Myczkowsji: Oracle Data Mining - Data Mining in the Database Environment. 1315-1329 BibTeX
• ZhaoHui Tang, Jamie Maclennan, Pyungchul (Peter) Kim: Building Data Mining Solutions with OLE DB for DM and XML for Analysis. 1331-1345 BibTeX
• Jerzy W. Grzymala-Busse: LERS - A Data Mining System. 1347-1351 BibTeX
• Nissan Levin, Jacob Zahavi: GainSmarts Data Mining System for Marketing. 1353-1364 BibTeX
• Abraham Meidan: Wizsoft's WizWhy. 1365-1369 BibTeX
• Joseph Komem, Moti Schneider: DataEngine - Tools for Intelligent Data Analysis and Control. 1371-1377 BibTeX